The following data is the result of a controlled laboratory experiment on the relative effects of salinity (percentage of pure seawater, 32 parts per 1000) on the respiration rate (U/L O2/ g/ hr) of two different species of starfish. (Source: J. Houston, Dept. of Zoology, Univ. of Guelph.)
Species |
Asterias vularis |
Asterias forbesis |
|||||
Salinity (%) |
20 |
50 |
90 |
20 |
50 |
90 |
|
27.23 |
25.34 |
14.42 |
24.92 |
18.9 |
9.94 |
||
29.54 |
27.65 |
14.48 |
23.87 |
23.94 |
8.32 |
||
34.3 |
21.35 |
14.63 |
26.46 |
21.77 |
9.64 |
||
28.21 |
25.41 |
18.69 |
22.26 |
20.02 |
12.76 |
||
30.17 |
22.54 |
12.39 |
25.55 |
20.39 |
10.4 |
Do a COMPLETE test on this data.
Two-way ANOVA: result versus salinity, species
Source DF SS MS F P
salinity 2 1131.19 565.595 121.35 0.000
species 1 150.57 150.573 32.31 0.000
Interaction 2 4.36 2.178 0.47 0.632
Error 24 111.86 4.661
Total 29 1397.98
S = 2.159 R-Sq = 92.00% R-Sq(adj) = 90.33%
We have performed two-way ANOVA here.Two factors are species and salinity which have two and three levels respectively.Again if we consider interaction then large p-value indicates there is no interaction effects in this experiments, whereas main effects of each factor individually has a significant effect here.Moreover this model is quite appropriate due to high value of R sq.92% of total variances are explained through these factors in this two-way model.
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